You are here
Pebbles: Fine-Grained Data Management Abstractions for Modern Operating Systems
Riley Spahn and Jonathan Bell, Columbia University; Michael Lee, The University of Texas at Austin; Sravan Bhamidipati, Roxana Geambasu, and Gail Kaiser, Columbia University
Support for fine-grained data management has all but disappeared from modern operating systems such as Android and iOS. Instead, we must rely on each individual application to manage our data properly – e.g., to delete our emails, documents, and photos in full upon request; to not collect more data than required for its function; and to back up our data to reliable backends. Yet, research studies and media articles constantly remind us of the poor data management practices applied by our applications. We have developed Pebbles, a fine-grained data management system that enables management at a powerful new level of abstraction: application-level data objects, such as emails, documents, notes, notebooks, bank accounts, etc. The key contribution is Pebbles’s ability to discover such high-level objects in arbitrary applications without requiring any input from or modifications to these applications. Intuitively, it seems impossible for an OS-level service to understand object structures in unmodified applications, however we observe that the high-level storage abstractions embedded in modern OSes – relational databases and object-relational mappers – bear significant structural information that makes object recognition possible and accurate.
Open Access Media
USENIX is committed to Open Access to the research presented at our events. Papers and proceedings are freely available to everyone once the event begins. Any video, audio, and/or slides that are posted after the event are also free and open to everyone. Support USENIX and our commitment to Open Access.
author = {Riley Spahn and Jonathan Bell and Michael Lee and Sravan Bhamidipati and Roxana Geambasu and Gail Kaiser},
title = {Pebbles: {Fine-Grained} Data Management Abstractions for Modern Operating Systems},
booktitle = {11th USENIX Symposium on Operating Systems Design and Implementation (OSDI 14)},
year = {2014},
isbn = { 978-1-931971-16-4},
address = {Broomfield, CO},
pages = {113--129},
url = {https://www.usenix.org/conference/osdi14/technical-sessions/presentation/spahn},
publisher = {USENIX Association},
month = oct
}
connect with us